ZygoteRules

JuliaHub·Source·Documentation

Last updated: Sep 19, 2026

Cumulative

Downloads last 30 days: 72,059
Downloads last week: 33,339
Downloads last day: 10,243
Downloads last 30 days: 72,059
Downloads last week: 33,339
Downloads last day: 10,243

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

4 packages (2 direct, 2 transitive)

Package	Depth ↑	Downloads ↓
MacroTools	Direct	318,101
ChainRulesCore	Direct	193,695
Compat	Depth 2	375,981
TOML	Depth 3	5,437

Dependents

100 packages (15 direct, 85 transitive) · 89,387 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	51,814
DistributionsAD	Direct	6,586
DiffEqSensitivity	Direct	1,693
Quadrature	Direct	343
DiffEqGPU	Direct	331
BAT	Direct	214
SciMLExpectations	Direct	114
ScatterNNlib	Direct	101
AbstractNeuralNetworks	Direct	66
SliceMap	Direct	64
Torch	Direct	7
BliContractor	Direct	3
NamedPlus	Direct	0
SpectralDistances	Direct	0
ArrayAllez	Direct	0
Flux	Depth 2	16,023
PEPSKit	Depth 2	4,076
SciMLSensitivity	Depth 2	3,308
TNRKit	Depth 2	923
LuxTestUtils	Depth 2	407
Surrogates	Depth 2	397
NonconvexCore	Depth 2	279
NeuralPDE	Depth 2	267
NonconvexUtils	Depth 2	204
NonconvexMMA	Depth 2	200
ReinforcementLearningZoo	Depth 2	187
NonconvexIpopt	Depth 2	159
FluxTraining	Depth 2	136
BetaML	Depth 2	132
NonconvexJuniper	Depth 2	102
Transformers	Depth 2	91
Sleipnir	Depth 2	77
NonconvexNLopt	Depth 2	74
FluxOptTools	Depth 2	70
EasyModelAnalysis	Depth 2	60
LaplaceRedux	Depth 2	59
GeometricMachineLearning	Depth 2	46
ACEpotentials	Depth 2	40
MagNav	Depth 2	34
Solaris	Depth 2	34
Qaintellect	Depth 2	34
Octofitter	Depth 2	28
SymbolicNeuralNetworks	Depth 2	27
TransportBasedInference	Depth 2	25
QuadratureCuba	Depth 2	24
GeneExpressionProgramming	Depth 2	23
MCPhylo	Depth 2	22
AugmentedGaussianProcesses	Depth 2	21
WaveOpticsPropagation	Depth 2	21
CounterfactualExplanations	Depth 2	20
TeneT	Depth 2	19
TopOpt	Depth 2	19
NeuralNetDiffEq	Depth 2	19
Tsunami	Depth 2	17
JointEnergyModels	Depth 2	16
GridapTopOpt	Depth 2	15
SeaPearl	Depth 2	15
ConditionalDists	Depth 2	15
DeconvOptim	Depth 2	14
StochasticGene	Depth 2	14
Crux	Depth 2	13
ParallelParticleSwarms	Depth 2	12
MacroEnergyTimeReduction	Depth 2	11
RobustNeuralNetworks	Depth 2	10
Omega	Depth 2	10
GPFlux	Depth 2	9
QuantumCircuits	Depth 2	9
DifferentiableBackwardEuler	Depth 2	9
QAOA	Depth 2	8
ArrayPadding	Depth 2	8
Jello	Depth 2	8
RayTracer	Depth 2	8
TextModels	Depth 2	8
QuadratureCubature	Depth 2	7
DerivableFunctions	Depth 2	7
QuanEstimationBase	Depth 2	7
DeepCompartmentModels	Depth 2	6
QuantumNLDiffEq	Depth 2	6
GraphNetCore	Depth 2	6
DPFEHM	Depth 2	6
HighDimPDE	Depth 2	6
MonotoneSplines	Depth 2	5
CMBLensing	Depth 2	5
MixedComplementarityProblems	Depth 2	5
HorseML	Depth 2	5
MLJGaussianProcesses	Depth 2	5
AutoComputationalGraphTuning	Depth 2	5
FinancialMonteCarlo	Depth 2	5
Nerf	Depth 2	5
MotifInference	Depth 2	5
AstroNbodySim	Depth 2	4
VUMPSAutoDiff	Depth 2	4
FluxArchitectures	Depth 2	4
MeshGraphNets	Depth 2	4
BackwardsLinalg	Depth 2	4
NonlinearIntegrators	Depth 2	4
LearningHorse	Depth 2	4
EasyHybrid	Depth 2	4
SignalTemporalLogic	Depth 2	4
NonconvexNOMAD	Depth 2	3